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AI Risk Management: Lakera’s Approach
Lakera’s unique approach to AI Risk Management stands as a dedicated strategy addressing the evolving security concerns associated with AI, with a particular focus on vulnerabilities tied to Language Model-based Systems (LLMs). Lakera underscores the necessity of a collective approach to AI security, aligning with global initiatives such as the EU AI Act.
Key Features
The approach targets a spectrum of AI security risks, emphasizing unique challenges posed by LLMs. Lakera has developed Lakera Guard, a specialized tool to fortify applications leveraging large language models. This tool addresses various AI cyber threats, providing organizations with defences against both current and future vulnerabilities associated with AI technologies. Lakera’s commitment to risk mitigation contributes to a secure adoption of AI, offering strategies and tools to navigate the intricate landscape of AI-driven technologies.
Lakera’s approach dives into diverse adversarial machine learning attacks, including:
· Data poisoning
· Membership inference attacks
· Input inference attacks
· Parameter inference attacks
· Input manipulation attacks
